{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMRR3XUTaJQF1foR5AXn11E",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/zina1t/Spotify-Charts-Data-Analysis/blob/main/spotify.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "metadata": {
        "id": "CqXYTAI8iHEk"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from scipy import stats\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "import calendar"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('spotify-2023.csv', encoding='ISO-8859-1')"
      ],
      "metadata": {
        "id": "NyBrlyvKiPz2"
      },
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df = df.dropna(subset=['key'])\n",
        "df.dropna(inplace=True)\n",
        "df['streams'] = pd.to_numeric(df['streams'], errors='coerce')"
      ],
      "metadata": {
        "id": "ArHYppAIjRp5"
      },
      "execution_count": 84,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "track_name_to_id = {name: index for index, name in enumerate(df['track_name'].unique())}\n",
        "df['track_id'] = df['track_name'].map(track_name_to_id)\n",
        "df.drop(columns=['track_name'], inplace=True)\n",
        "df.info"
      ],
      "metadata": {
        "id": "i2EuOiOaiXf0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (10, 7))\n",
        "years = df['released_year'].value_counts().sort_index()\n",
        "years.plot(x = years.index, y = years, width=0.6, kind='bar')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "bnB653q_onBg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        },
        "outputId": "d7851b0e-6b19-42c0-e7cd-51d46cba9ca5"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "months = df['released_month'].value_counts()\n",
        "m_names = [calendar.month_name[i] for i in months.index]\n",
        "\n",
        "plt.figure(figsize = (10, 7))\n",
        "plt.pie(months, labels=m_names, autopct='%.1f%%')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Qyi8IbddzArs",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 576
        },
        "outputId": "b27a212f-fe80-4027-a57d-b594ab0986c1"
      },
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (10, 7))\n",
        "artists = df['artist_count'].value_counts().sort_index()\n",
        "artists.plot(x = artists.index, y = artists, width=0.6, kind='bar', rot=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "tv1O48kofde8",
        "outputId": "a134054e-a7d0-4e69-fe86-ad59019d0edf"
      },
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "columns_analysis = ['bpm', 'danceability_%', 'valence_%', 'energy_%', 'acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']\n",
        "plt.figure(figsize = (10, 7))\n",
        "for i, column in enumerate(columns_analysis, 1):\n",
        "    plt.subplot(3, 3, i)\n",
        "    sns.histplot(data=df, x=column, bins=15, color='blue')\n",
        "    plt.xlabel(column, fontsize=12)\n",
        "    plt.ylabel(\"Score\", fontsize=12)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "dn6zhPaOApD0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "outputId": "52c9e462-fb8d-47f6-82c1-7bd085d5ea1e"
      },
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 8 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "correlation_matrix = df[columns_analysis].corr()\n",
        "correlation_matrix"
      ],
      "metadata": {
        "id": "68J8SE7LBTXy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "95e23ae7-9a55-4ac4-d16d-8107ac678500"
      },
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                         bpm  danceability_%  valence_%  energy_%  \\\n",
              "bpm                 1.000000       -0.148174   0.029169  0.013363   \n",
              "danceability_%     -0.148174        1.000000   0.389729  0.157970   \n",
              "valence_%           0.029169        0.389729   1.000000  0.349736   \n",
              "energy_%            0.013363        0.157970   0.349736  1.000000   \n",
              "acousticness_%     -0.010767       -0.240454  -0.064072 -0.552637   \n",
              "instrumentalness_% -0.003407       -0.102144  -0.147032 -0.051662   \n",
              "liveness_%         -0.005817       -0.100579   0.000142  0.111240   \n",
              "speechiness_%       0.038248        0.201189   0.035704 -0.026880   \n",
              "\n",
              "                    acousticness_%  instrumentalness_%  liveness_%  \\\n",
              "bpm                      -0.010767           -0.003407   -0.005817   \n",
              "danceability_%           -0.240454           -0.102144   -0.100579   \n",
              "valence_%                -0.064072           -0.147032    0.000142   \n",
              "energy_%                 -0.552637           -0.051662    0.111240   \n",
              "acousticness_%            1.000000            0.046700   -0.046112   \n",
              "instrumentalness_%        0.046700            1.000000   -0.044626   \n",
              "liveness_%               -0.046112           -0.044626    1.000000   \n",
              "speechiness_%            -0.017820           -0.090994   -0.022807   \n",
              "\n",
              "                    speechiness_%  \n",
              "bpm                      0.038248  \n",
              "danceability_%           0.201189  \n",
              "valence_%                0.035704  \n",
              "energy_%                -0.026880  \n",
              "acousticness_%          -0.017820  \n",
              "instrumentalness_%      -0.090994  \n",
              "liveness_%              -0.022807  \n",
              "speechiness_%            1.000000  "
            ],
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              "      <td>0.111240</td>\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-00c2e35d-8757-48d5-b721-ace710f1b6c4 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-00c2e35d-8757-48d5-b721-ace710f1b6c4');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-3c2c3d54-9e3a-47b2-86dc-8cb00869a111\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3c2c3d54-9e3a-47b2-86dc-8cb00869a111')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-3c2c3d54-9e3a-47b2-86dc-8cb00869a111 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "sns.heatmap(correlation_matrix, vmin=-0.58, vmax=1, annot=True)"
      ],
      "metadata": {
        "id": "Jvg4OVk7C5Q5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 748
        },
        "outputId": "0fb0a219-2aa7-45a3-a60d-479928ec680a"
      },
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 91
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(3, 3, figsize=(10, 7))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "scaler = MinMaxScaler()\n",
        "df['streams'] = scaler.fit_transform(df[['streams']])\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "    plt.sca(axes[i])\n",
        "    plt.bar(df[column], df['streams'], color='blue')\n",
        "    plt.xlabel(column, fontsize=12)\n",
        "    plt.ylabel('Streams', fontsize=12)\n",
        "    plt.title(f'Streams vs. {column}', fontsize=14)\n",
        "    plt.grid(axis='y')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "WygiJ0_NNv97"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sorted_keys = sorted(df['key'].unique())\n",
        "average_streams = df.groupby('key')['streams'].mean().sort_values().index.tolist()\n",
        "plt.figure(figsize=(10,7))\n",
        "sns.boxplot(x='streams', y='key', data= df, order=average_streams)\n",
        "plt.xlabel('Streams')\n",
        "plt.ylabel('Keys')\n",
        "plt.title('Box Plot of Streams by Keys')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "65pvBqOLxuAf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "key_count = df['key'].value_counts(ascending=True)\n",
        "colors  = sns.color_palette(\"Set2\", len(key_count))\n",
        "\n",
        "key_count.plot(x = 'key', y = key_count, kind='bar', color=colors)\n",
        "plt.xlabel('Keys')\n",
        "plt.ylabel('Count')\n",
        "plt.title('Count of each key')\n",
        "plt.xticks(rotation=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "MY-M1Cny1tIm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "key_df = df[['key', 'streams']].copy()\n",
        "key_df = key_df.groupby('key')['streams'].agg(['mean', 'min', 'max'])\n",
        "key_df = key_df.rename(columns={'mean' : 'avg_streams', 'min' : 'min_streams', 'max' : 'max_streams'})\n",
        "key_df"
      ],
      "metadata": {
        "id": "Cv30U9BSAsMA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "key_df.plot(y ='avg_streams', color=colors, kind='bar', legend=False)\n",
        "plt.xlabel('Keys')\n",
        "plt.ylabel('Average streams')\n",
        "plt.title('Average streams by key')\n",
        "plt.xticks(rotation=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "MrMyR4nIHGkN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(3, 3, figsize=(10, 7))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "scaler = MinMaxScaler()\n",
        "df['streams'] = scaler.fit_transform(df[['streams']])\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "    plt.sca(axes[i])\n",
        "    plt.bar(df['key'], df[column])\n",
        "    plt.ylabel('Key')\n",
        "    plt.title(f'Key vs. {column}')\n",
        "    plt.grid(axis='y')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "HwgAWK_BNGkJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "columns_analysis = ['danceability_%', 'valence_%', 'energy_%', 'acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']\n",
        "\n",
        "fig, axes = plt.subplots(3, 3, figsize=(16, 12))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "colormap = plt.colormaps['viridis']\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "  plt.sca(axes[i])\n",
        "  scatter = plt.scatter(df['bpm'], df[column], cmap=colormap, c=df[column], alpha=0.5)\n",
        "  plt.xlabel('BPM')\n",
        "  plt.ylabel(column)\n",
        "  plt.title(f'BPM vs. {column}')\n",
        "  plt.colorbar(scatter, label=column)\n",
        "\n",
        "[fig.delaxes(ax) for ax in axes if not ax.has_data()]\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "yDHd6ToeMGq9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "columns_analysis = ['valence_%', 'energy_%', 'acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']\n",
        "\n",
        "fig, axes = plt.subplots(3, 3, figsize=(16, 12))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "colormap = plt.colormaps['viridis']\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "  plt.sca(axes[i])\n",
        "  scatter = plt.scatter(df['danceability_%'], df[column], c=df[column], cmap=colormap, alpha=0.5)\n",
        "  plt.xlabel('danceability_%')\n",
        "  plt.ylabel(column)\n",
        "  plt.title(f'danceability_% vs {column}')\n",
        "  plt.colorbar(scatter, label=column)\n",
        "[fig.delaxes(ax) for ax in axes if not ax.has_data()]\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "zix8rDx3Pwwf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "columns_analysis = ['energy_%', 'acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']\n",
        "\n",
        "fig, axes = plt.subplots(3, 3, figsize=(16, 12))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "colormap = plt.colormaps['viridis']\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "  plt.sca(axes[i])\n",
        "  scatter = plt.scatter(df['valence_%'], df[column], cmap=colormap, c=df[column], alpha=0.5)\n",
        "  plt.xlabel('valence_%')\n",
        "  plt.ylabel(column)\n",
        "  plt.title(f'valence_% vs {column}')\n",
        "  plt.colorbar(scatter, label=column)\n",
        "\n",
        "[fig.delaxes(ax) for ax in axes if not ax.has_data()]\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Ad2YS9qhSYsX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "columns_analysis = ['acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']\n",
        "\n",
        "fig, axes = plt.subplots(3, 3, figsize=(16, 12))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "colormap = plt.colormaps['viridis']\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "  plt.sca(axes[i])\n",
        "  scatter = plt.scatter(df['energy_%'], df[column], cmap=colormap, c=df[column], alpha=0.5)\n",
        "  plt.xlabel('energy_%')\n",
        "  plt.ylabel(column)\n",
        "  plt.title(f'energy_% vs {column}')\n",
        "  plt.colorbar(scatter, label=column)\n",
        "\n",
        "[fig.delaxes(ax) for ax in axes if not ax.has_data()]\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "l5oj1AMdV37d"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "columns_analysis = ['instrumentalness_%', 'liveness_%', 'speechiness_%']\n",
        "\n",
        "fig, axes = plt.subplots(3, 3, figsize=(16, 12))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "colormap = plt.colormaps['viridis']\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "  plt.sca(axes[i])\n",
        "  scatter = plt.scatter(df['acousticness_%'], df[column], cmap=colormap, c=df[column], alpha=0.5)\n",
        "  plt.xlabel('acousticness_%')\n",
        "  plt.ylabel(column)\n",
        "  plt.title(f'acousticness_% vs {column}')\n",
        "  plt.colorbar(scatter, label=column)\n",
        "\n",
        "[fig.delaxes(ax) for ax in axes if not ax.has_data()]\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "zRdgdYjwW7WX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "columns_analysis = ['liveness_%', 'speechiness_%']\n",
        "\n",
        "fig, axes = plt.subplots(3, 3, figsize=(16, 12))\n",
        "\n",
        "axes = axes.flatten()\n",
        "\n",
        "colormap = plt.colormaps['viridis']\n",
        "\n",
        "for i, column in enumerate(columns_analysis):\n",
        "  plt.sca(axes[i])\n",
        "  scatter = plt.scatter(df['instrumentalness_%'], df[column], cmap=colormap, c=df[column], alpha=0.5)\n",
        "  plt.xlabel('instrumentalness_%')\n",
        "  plt.ylabel(column)\n",
        "  plt.title(f'instrumentalness_% vs {column}')\n",
        "  plt.colorbar(scatter, label=column)\n",
        "\n",
        "[fig.delaxes(ax) for ax in axes if not ax.has_data()]\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "0zqfMC2rYQqG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "\n",
        "colormap = plt.colormaps['viridis']\n",
        "\n",
        "scatter = plt.scatter(df['liveness_%'], df['speechiness_%'], cmap=colormap, c=df[column], alpha=0.5)\n",
        "plt.xlabel('instrumentalness_%')\n",
        "plt.ylabel(column)\n",
        "plt.title(f'instrumentalness_% vs {column}')\n",
        "plt.colorbar(scatter, label=column)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "hBjsZDKrYsoI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_features = df\n",
        "df_features = pd.get_dummies(df, columns=['key', 'mode'], prefix=['key', 'mode'])\n",
        "df_features.head()\n",
        "\n",
        "binary_columns = ['key_A', 'key_A#', 'key_B', 'key_C#', 'key_D', 'key_D#', 'key_E', 'key_F', 'key_F#', 'key_G', 'key_G#', 'mode_Major', 'mode_Minor']\n",
        "df1 = df_features\n",
        "for column in binary_columns:\n",
        "    df1[column] = df_features[column].astype(int)"
      ],
      "metadata": {
        "id": "_aeAf6yLaBmp"
      },
      "execution_count": 105,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df1.drop(columns=['artist_count', 'track_id','released_year','released_month', 'released_day', 'in_spotify_playlists', 'in_spotify_charts', 'in_apple_playlists', 'in_apple_charts', 'in_deezer_charts'], inplace=True)\n",
        "top_10_songs = df1.nlargest(10, 'streams')\n",
        "top_10_songs.describe()"
      ],
      "metadata": {
        "id": "v9oftQKBdki1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_50_songs = df1.nlargest(50, 'streams')\n",
        "top_50_songs.describe()"
      ],
      "metadata": {
        "id": "W2dSM-V8gxaL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_100_songs = df1.nlargest(100, 'streams')\n",
        "top_100_songs.describe()"
      ],
      "metadata": {
        "id": "NayT3VGDhAxV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_250_songs = df1.nlargest(250, 'streams')\n",
        "top_250_songs.describe()"
      ],
      "metadata": {
        "id": "3STJvNV8hLtF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_500_songs = df1.nlargest(500, 'streams')\n",
        "top_500_songs.describe()"
      ],
      "metadata": {
        "id": "-SdX2rythPQi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_817_songs = df1.nlargest(817, 'streams')\n",
        "top_817_songs.describe()"
      ],
      "metadata": {
        "id": "EfqyrRblhVaV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "key_colors = {\n",
        "    'key_A' : 'red',\n",
        "    'key_A#' : 'orange',\n",
        "    'key_B' : 'yellow',\n",
        "    'key_C#' : 'green',\n",
        "    'key_D' : 'blue',\n",
        "    'key_D#' : 'purple',\n",
        "    'key_E' : 'lime',\n",
        "    'key_F' : 'pink',\n",
        "    'key_F#' : 'brown',\n",
        "    'key_G' : 'magenta',\n",
        "    'key_G#' : 'cyan'\n",
        "}\n",
        "\n",
        "key_columns = ['key_A', 'key_A#', 'key_B', 'key_C#', 'key_D', 'key_D#', 'key_E', 'key_F', 'key_F#', 'key_G', 'key_G#']\n",
        "\n",
        "dataframes = [top_10_songs, top_50_songs, top_100_songs]\n",
        "\n",
        "fig, axes = plt.subplots(1, len(dataframes), figsize=(15, 5))\n",
        "\n",
        "chart_titles = ['Top 10 Songs Distribution', 'Top 50 Songs Distribution', 'Top 100 Songs Distribution']\n",
        "# create 3 pie charts for the top 10, top 50, top 100 popular tracks based on keys, without labels and with the legend\n",
        "for i, df in enumerate(dataframes):\n",
        "    plt.sca(axes[i])\n",
        "    key_counts = df[key_columns].eq(1).sum()\n",
        "    key_counts_filtered = key_counts[key_counts > 0]\n",
        "    plt.pie(key_counts_filtered, labels=None, startangle=140, autopct='%.1f%%', colors=[key_colors[key] for key in key_counts_filtered.index])\n",
        "    plt.title(chart_titles[i])\n",
        "legend_labels = [key for key in key_counts_filtered.index]\n",
        "plt.legend(legend_labels, loc='upper right', bbox_to_anchor=(1.3, 1))\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "KTC0zolAwUyc",
        "outputId": "de24c2dd-5382-4dc1-f1d0-e50aa94bfde2"
      },
      "execution_count": 112,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "key_of_interest = 'key_C#'\n",
        "\n",
        "top_dataframes = [top_10_songs, top_50_songs, top_100_songs, top_250_songs, top_500_songs, top_817_songs]\n",
        "labels=['Top 10', 'Top 50', 'Top 100', 'Top 250', 'Top 500', 'Top 817']\n",
        "key_percentage = []\n",
        "\n",
        "for df in top_dataframes:\n",
        "    key_counts = df[key_columns].eq(1).sum()\n",
        "    key_percentage.append(key_counts[key_of_interest] / key_counts.sum() * 100)\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.bar(labels, key_percentage, color='skyblue')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('% of key_C#')\n",
        "plt.title('Percentage of key_C# in Songs')\n",
        "\n",
        "for i, percentage in enumerate(key_percentage):\n",
        "  plt.text(i, percentage, f'{percentage:.2f}%', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "z4qbht6MCBWQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "outputId": "f6f1164d-e3e7-4973-e6e0-01b3cb12673b"
      },
      "execution_count": 113,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "last_10_songs = df1.nsmallest(10, 'streams')\n",
        "last_50_songs = df1.nsmallest(50, 'streams')\n",
        "last_100_songs = df1.nsmallest(100, 'streams')\n",
        "\n",
        "last_dataframes = [last_10_songs, last_50_songs, last_100_songs]\n",
        "last_labels=['Last 10', 'Last 50', 'Last 100']\n",
        "key_percentage = []\n",
        "\n",
        "for df in last_dataframes:\n",
        "    key_counts = df[key_columns].eq(1).sum()\n",
        "    key_percentage.append(key_counts[key_of_interest] / key_counts.sum() * 100)\n",
        "\n",
        "# Plot a bar chart for the percentage of key_C# in the last 10, last 100, last 250 popular tracks\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.bar(last_labels, key_percentage, color='skyblue')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('% of key_C#')\n",
        "plt.title('Percentage of key_C# in Songs')\n",
        "\n",
        "# Add labels to the bar chart\n",
        "for i, percentage in enumerate(key_percentage):\n",
        "  plt.text(i, percentage, f'{percentage:.2f}%', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "vHJ0--rQGGJS",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "outputId": "047a7932-9809-47ed-e3d6-eea3066db15e"
      },
      "execution_count": 114,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Count major, minor percentage in top_dataframes\n",
        "top_mode_major_percentage = [(df['mode_Major'].eq(1).sum() / len(df) * 100) for df in top_dataframes]\n",
        "top_mode_minor_percentage = [(df['mode_Minor'].eq(1).sum() / len(df) * 100) for df in top_dataframes]\n",
        "\n",
        "# Plot a stacked bar chart for the number of songs in major and minor keys in the top 10, top 50, top 100, top 250, top 500, top 817 popular tracks\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.bar(labels, top_mode_major_percentage, color='skyblue')\n",
        "plt.bar(labels, top_mode_minor_percentage, bottom=top_mode_major_percentage, color='orange')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('% of mode')\n",
        "plt.title('% of Songs in Major and Minor Keys')\n",
        "plt.legend(['Major', 'Minor'])\n",
        "plt.yticks(np.arange(0, 110, 10))\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "UVUGCEFcOwSH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "outputId": "e5d98b5d-da3b-4452-e1ca-65e4d2045012"
      },
      "execution_count": 115,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of BPM in the popular tracks\n",
        "bpm_min = [df['bpm'].min() for df in top_dataframes]\n",
        "bpm_avg = [df['bpm'].mean() for df in top_dataframes]\n",
        "bpm_max = [df['bpm'].max() for df in top_dataframes]\n",
        "bpm_std = [df['bpm'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, bpm_max, color='yellowgreen', marker='o')\n",
        "plt.plot(labels, bpm_avg, color='blue', marker='o')\n",
        "plt.plot(labels, bpm_min, color='orangered', marker='o',)\n",
        "plt.plot(labels, bpm_std, color='slategray', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('BPM')\n",
        "plt.title('Distribution of BPM in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper right', bbox_to_anchor=(1.0, 0.9))\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(bpm_max, bpm_avg, bpm_min, bpm_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.0f}', ha='center', va='bottom')\n",
        "  plt.text(i, avg_val, f'{avg_val:.0f}', ha='center', va='bottom')\n",
        "  plt.text(i, min_val, f'{min_val:.0f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.0f}', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "1usGi8HjSgbb",
        "outputId": "ea190763-8130-433f-ff26-043d27360ff4"
      },
      "execution_count": 131,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of danceability in the popular tracks\n",
        "danceability_min = [df['danceability_%'].min() for df in top_dataframes]\n",
        "danceability_avg = [df['danceability_%'].mean() for df in top_dataframes]\n",
        "danceability_max = [df['danceability_%'].max() for df in top_dataframes]\n",
        "danceability_std = [df['danceability_%'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, danceability_max, color='green', marker='o')\n",
        "plt.plot(labels, danceability_avg, color='blue', marker='o')\n",
        "plt.plot(labels, danceability_min, color='orange', marker='o',)\n",
        "plt.plot(labels, danceability_std, color='red', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('Danceability')\n",
        "plt.title('Distribution of Danceability in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper right', bbox_to_anchor=(1.0, 0.9))\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(danceability_max, danceability_avg, danceability_min, danceability_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, avg_val, f'{avg_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, min_val, f'{min_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.2f}', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "ieEYU0Z6NP20",
        "outputId": "8a710cf6-a813-4364-c850-c57e9b237d28"
      },
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "sns.histplot(df1['danceability_%'], bins=30, kde=True, color='skyblue')\n",
        "plt.xlabel('Danceability')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Distribution of Danceability')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "DkSfHFthOCe2",
        "outputId": "c7468c6c-745b-4bc5-f4d3-125decc5f237"
      },
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of valence in the popular tracks\n",
        "valence_min = [df['valence_%'].min() for df in top_dataframes]\n",
        "valence_avg = [df['valence_%'].mean() for df in top_dataframes]\n",
        "valence_max = [df['valence_%'].max() for df in top_dataframes]\n",
        "valence_std = [df['valence_%'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, valence_max, color='green', marker='o')\n",
        "plt.plot(labels, valence_avg, color='blue', marker='o')\n",
        "plt.plot(labels, valence_min, color='orange', marker='o',)\n",
        "plt.plot(labels, valence_std, color='red', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('Valence')\n",
        "plt.title('Distribution of Valence in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper right', bbox_to_anchor=(1.0, 0.9))\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(valence_max, valence_avg, valence_min, valence_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, avg_val, f'{avg_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, min_val, f'{min_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.2f}', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "ltwvTRJKPehD",
        "outputId": "4df1cb73-3dd2-48bb-9fac-0962d0b9889b"
      },
      "execution_count": 120,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot a histogram of the distribution of danceability in the popular tracks\n",
        "plt.figure(figsize=(10, 7))\n",
        "sns.histplot(df1['valence_%'], bins=30, kde=True, color='yellowgreen')\n",
        "plt.xlabel('Valence')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Distribution of Valence')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "tQBVrdnVPlOJ",
        "outputId": "08321a06-3dc1-495a-cb5b-14cd0c71d98d"
      },
      "execution_count": 121,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of energy in the popular tracks\n",
        "energy_min = [df['energy_%'].min() for df in top_dataframes]\n",
        "energy_avg = [df['energy_%'].mean() for df in top_dataframes]\n",
        "energy_max = [df['energy_%'].max() for df in top_dataframes]\n",
        "energy_std = [df['energy_%'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, energy_max, color='green', marker='o')\n",
        "plt.plot(labels, energy_avg, color='blue', marker='o')\n",
        "plt.plot(labels, energy_min, color='orange', marker='o',)\n",
        "plt.plot(labels, energy_std, color='red', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('Energy')\n",
        "plt.title('Distribution of Energy in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper right', bbox_to_anchor=(1.0, 0.9))\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(energy_max, energy_avg, energy_min, energy_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, avg_val, f'{avg_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, min_val, f'{min_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.2f}', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "ZNjGKCF9PrHx",
        "outputId": "2cb20f16-89b3-44bb-df71-ccdae9051186"
      },
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot a histogram of the distribution of energy in the popular tracks\n",
        "plt.figure(figsize=(10, 7))\n",
        "sns.histplot(df1['energy_%'], bins=30, kde=True, color='mediumslateblue')\n",
        "plt.xlabel('Energy')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Distribution of Energy')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "QOD4Km9_QS_0",
        "outputId": "b61c5f50-5fe6-4142-9e16-9c5c6e3c38ea"
      },
      "execution_count": 123,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['energy_%'].mean()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e6GnfnLYaAuj",
        "outputId": "a9646e02-70d7-4d21-e6dc-8ab5914246fd"
      },
      "execution_count": 138,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "64.52"
            ]
          },
          "metadata": {},
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of acousticness in the popular tracks\n",
        "acousticness_min = [df['acousticness_%'].min() for df in top_dataframes]\n",
        "acousticness_avg = [df['acousticness_%'].mean() for df in top_dataframes]\n",
        "acousticness_max = [df['acousticness_%'].max() for df in top_dataframes]\n",
        "acousticness_std = [df['acousticness_%'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, acousticness_max, color='green', marker='o')\n",
        "plt.plot(labels, acousticness_avg, color='blue', marker='o')\n",
        "plt.plot(labels, acousticness_min, color='orange', marker='o',)\n",
        "plt.plot(labels, acousticness_std, color='red', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('Acousticness')\n",
        "plt.title('Distribution of Acousticness in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper right', bbox_to_anchor=(1.0, 0.9))\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(acousticness_max, acousticness_avg, acousticness_min, acousticness_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, min_val, f'{min_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.2f}', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "qqjpy4LCQcFJ",
        "outputId": "44947a2f-32f3-47ed-bc68-5428b6236557"
      },
      "execution_count": 124,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot a histogram of the distribution of acousticness in the popular tracks\n",
        "plt.figure(figsize=(10, 7))\n",
        "sns.histplot(df1['acousticness_%'], bins=30, kde=True, color='lightcoral')\n",
        "plt.xlabel('Acousticness')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Distribution of Acousticness')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "1JunZ28ARWT7",
        "outputId": "54542192-8cb1-4bf9-a1d6-1c7de43c79fd"
      },
      "execution_count": 125,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of instrumentalness in the popular tracks\n",
        "instrumentalness_min = [df['instrumentalness_%'].min() for df in top_dataframes]\n",
        "instrumentalness_avg = [df['instrumentalness_%'].mean() for df in top_dataframes]\n",
        "instrumentalness_max = [df['instrumentalness_%'].max() for df in top_dataframes]\n",
        "instrumentalness_std = [df['instrumentalness_%'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, instrumentalness_max, color='green', marker='o')\n",
        "plt.plot(labels, instrumentalness_avg, color='blue', marker='o')\n",
        "plt.plot(labels, instrumentalness_min, color='orange', marker='o',)\n",
        "plt.plot(labels, instrumentalness_std, color='red', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('Instrumentalness')\n",
        "plt.title('Distribution of Instrumentalness in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper right', bbox_to_anchor=(1.0, 0.9))\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(instrumentalness_max, instrumentalness_avg, instrumentalness_min, instrumentalness_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, avg_val, f'{avg_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.2f}', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "ipIr_gqlRtAC",
        "outputId": "9a99cc5a-3e61-4086-e0e6-f07b4a65b0eb"
      },
      "execution_count": 126,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of liveness in the popular tracks\n",
        "liveness_min = [df['liveness_%'].min() for df in top_dataframes]\n",
        "liveness_avg = [df['liveness_%'].mean() for df in top_dataframes]\n",
        "liveness_max = [df['liveness_%'].max() for df in top_dataframes]\n",
        "liveness_std = [df['liveness_%'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, liveness_max, color='green', marker='o')\n",
        "plt.plot(labels, liveness_avg, color='blue', marker='o')\n",
        "plt.plot(labels, liveness_min, color='orange', marker='o',)\n",
        "plt.plot(labels, liveness_std, color='red', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('Liveness')\n",
        "plt.title('Distribution of Liveness in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper right', bbox_to_anchor=(1.0, 0.9))\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(liveness_max, liveness_avg, liveness_min, liveness_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, avg_val, f'{avg_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, min_val, f'{min_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.2f}', ha='center', va='bottom')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "-UXZ2x-USSye",
        "outputId": "6d0b32c9-6e7e-4409-c5f5-6c84f6f513a4"
      },
      "execution_count": 127,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot a histogram of the distribution of liveness in the popular tracks\n",
        "plt.figure(figsize=(10, 7))\n",
        "sns.histplot(df1['liveness_%'], bins=30, kde=True, color='sandybrown')\n",
        "plt.xlabel('Liveness')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Distribution of Liveness')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "UmdQgWeZSSu_",
        "outputId": "4da6da6a-4542-4ef3-bedf-3b4f42293887"
      },
      "execution_count": 128,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot chart for the minimum, average, maximum, and standard deviation of speechiness in the popular tracks\n",
        "speechiness_min = [df['speechiness_%'].min() for df in top_dataframes]\n",
        "speechiness_avg = [df['speechiness_%'].mean() for df in top_dataframes]\n",
        "speechiness_max = [df['speechiness_%'].max() for df in top_dataframes]\n",
        "speechiness_std = [df['speechiness_%'].std() for df in top_dataframes]\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.plot(labels, speechiness_max, color='green', marker='o')\n",
        "plt.plot(labels, speechiness_avg, color='blue', marker='o')\n",
        "plt.plot(labels, speechiness_min, color='orange', marker='o',)\n",
        "plt.plot(labels, speechiness_std, color='red', marker='o')\n",
        "plt.xlabel('Number of Songs')\n",
        "plt.ylabel('Speechiness')\n",
        "plt.title('Distribution of Speechiness in Popular Songs')\n",
        "plt.legend(['Maximum', 'Average', 'Minimum', 'Standard Deviation'], loc='upper left')\n",
        "\n",
        "#add text labels to the lines\n",
        "for i, (max_val, avg_val, min_val, std_val) in enumerate(zip(speechiness_max, speechiness_avg, speechiness_min, speechiness_std)):\n",
        "  plt.text(i, max_val, f'{max_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, min_val, f'{min_val:.2f}', ha='center', va='bottom')\n",
        "  plt.text(i, std_val, f'{std_val:.2f}', ha='center', va='top')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "fro0xGylSkUn",
        "outputId": "04841f36-3c0e-4ea8-9340-acc2f1bea412"
      },
      "execution_count": 129,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot a histogram of the distribution of speechiness in the popular tracks\n",
        "plt.figure(figsize=(10, 7))\n",
        "sns.histplot(df1['speechiness_%'], bins=30, kde=True, color='yellowgreen')\n",
        "plt.xlabel('Speechiness')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Distribution of Speechiness')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "zvC9UfnqTDEP",
        "outputId": "87b2499c-d4d8-489e-e6b6-6b784ebca049"
      },
      "execution_count": 130,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Summary\n",
        "1. Key, mode, BPM, energy are the most important parameters.\n",
        "2.   Most songs are from 2022 (2 times more than from 2023)\n",
        "\n",
        "3.   30% of songs were released in the spring\n",
        "\n",
        "4.   key_C# is the best choice\n",
        "*   Top 10 vs last 10:\n",
        "30% vs 10%\n",
        "*   Top 50 vs last 50:\n",
        "24% vs 14%\n",
        "*   Top 100 vs last 100:\n",
        "18% vs 14%\n",
        "5.   Mode Major is more popular than Minor:\n",
        "*   Top 10: 70% of mode Major\n",
        "*   Top 100: 64% of mode Major\n",
        "*   Top 50: 68% of mode Major\n",
        "\n",
        "6. BPM:\n",
        "* Overall average is 120\n",
        "* Best range is between 90 and 120\n",
        "* Top 10 average: 118, but with large standard deviation (34)\n",
        "\n",
        "7. Energy:\n",
        "* Overall average is 65\n",
        "* Best range is between 50 and 80\n"
      ],
      "metadata": {
        "id": "8Tmq3IxDTk1r"
      }
    }
  ]
}